MCP servers and skills: search, filter by where they run, and compare.
Suggest relevant GitHub Copilot skills from the awesome-copilot repository based on current repository context and chat history, avoiding duplicates with existing skills in this repository, and identi
OfficialSkillMIT★ 40k in collectionNo key
Merges mature lessons from a domain memory file into its instruction file. Syntax: `/memory-merger >domain [scope]` where scope is `global` (default), `user`, `workspace`, or `ws`.
OfficialSkillMIT★ 40k in collectionNo key
Ask Copilot what files it needs to see before answering a question
OfficialSkillMIT★ 40k in collectionNo key
A micro-prompt that reminds the agent that it is an interactive programmer. Works great in Clojure when Copilot has access to the REPL (probably via Backseat Driver). Will work with any system that ha
OfficialSkillMIT★ 40k in collectionNo key
Reference for React 19 source-file migration patterns, including API changes, ref handling, and context updates.
OfficialSkillMIT★ 40k in collectionNo key
Provides the complete, verified grep scan command library for auditing React codebases before a React 18.3.1 or React 19 upgrade. Use this skill whenever running a migration audit - for both the react
OfficialSkillMIT★ 40k in collectionNo key
Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP servers, list available MCP servers/tools, or call MCP
OfficialSkillMIT★ 40k in collectionNo key
Write, append, or read desk journal entries. The journal is persistent memory — what survives session boundaries. A good entry has: what was done, current state, next step.
OfficialSkillMIT★ 40k in collectionNo key
Provides the complete migration pattern for React legacy context API (contextTypes, childContextTypes, getChildContext) to the modern createContext API. Use this skill whenever migrating legacy contex
OfficialSkillMIT★ 40k in collectionNo key
Provides exact before/after migration patterns for the three unsafe class component lifecycle methods - componentWillMount, componentWillReceiveProps, and componentWillUpdate - targeting React 18.3.1.
OfficialSkillMIT★ 40k in collectionNo key
Perform a systematic diagnostic scan of an AI workflow across 5 quality dimensions — prompt quality, context efficiency, tool health, architecture fitness, and safety — producing a scored report with
OfficialSkillMIT★ 40k in collectionNo key
Bootstrap and run a lightweight multi-agent development team. Use when starting or adopting a project, planning work, coordinating implementation and optional QA, brainstorming with distinct perspecti
OfficialSkillMIT★ 40k in collectionNo key
Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how
OfficialSkillMIT★ 40k in collectionNo key
Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when m
OfficialSkillMIT★ 40k in collectionNo key
Patterns and lived experience from Vega, an AI partner in a deep long-term partnership. For Ember to draw on when working with humans who are building something big, moving fast, working at the inters
OfficialSkillMIT★ 40k in collectionNo key
Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem.
OfficialSkillMIT★ 40k in collectionNo key
Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK
OfficialSkillMIT★ 40k in collectionNo key
Draft and review professional emails that match your personal writing style. Analyzes your sent emails for tone, greeting, structure, and sign-off patterns via WorkIQ, then generates context-aware dra
OfficialSkillMIT★ 40k in collectionNo key
Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model', 'zero-downtime model chan
OfficialSkillMIT★ 40k in collectionNo key
A persistent, compounding knowledge base combining Karpathy's LLM Wiki pattern with a structured knowledge graph. Ingest documents once — the LLM writes wiki pages, extracts entities/relations into th
OfficialSkillMIT★ 40k in collectionNo key
Transforms lessons learned into domain-organized memory instructions (global or workspace). Syntax: `/remember [>domain [scope]] lesson clue` where scope is `global` (default), `user`, `workspace`, or
OfficialSkillMIT★ 40k in collectionNo key
Use this skill to get context about Fabric Lakehouse and its features for software systems and AI-powered functions. It offers descriptions of Lakehouse data components, organization with schemas and
OfficialSkillMIT★ 40k in collectionNo key
Discovers and integrates third-party APIs using the context-matic MCP server. Uses `fetch_api` to find available API SDKs, `ask` for integration guidance, `model_search` and `endpoint_search` for SDK
OfficialSkillMIT★ 40k in collectionNo key
Use this skill when the user wants to create a new Model Context Protocol (MCP) server in Python. Also use it to expose Python functions, an API, or a database to AI clients as MCP tools. The skill ma
OfficialSkillMIT★ 40k in collectionNo key
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